Blogs - Dr. Melanie Li

Technical Writing

AWS Blogs & Publications

AWS Prescriptive Guidance

APGGenAI

Generative AI Lifecycle Operational Excellence Framework on AWS

Contributor

APGGenAI

Maturity Model for Adopting Generative AI on AWS

Contributor

APGSecurity

Security for Agentic AI on AWS

Contributor

AWS Machine Learning Blogs

Mar 2026

BedrockCloudWatch

Improve operational visibility for inference workloads on Amazon Bedrock with new CloudWatch metrics for TTFT and Estimated Quota Consumption

Co-Author

Mar 2026

BedrockCRIS

Access Anthropic Claude models in India on Amazon Bedrock with Global cross-Region inference

Co-Author

Feb 2026

BedrockCRIS

Global cross-Region inference for Anthropic Claude models on Amazon Bedrock in Southeast Asia and Taiwan

Author

Feb 2026

BedrockCRIS

Introducing Amazon Bedrock global cross-Region inference for Claude models in the Middle East

Author

Jan 2026

GenAIAgentic AI

Build reliable Agentic AI solution with Amazon Bedrock

Author

Jan 2026

BedrockCRIS

Scale AI in South Africa using Amazon Bedrock global cross-region inference

Author

Jan 2026

BedrockSecurity

Securing Amazon Bedrock cross-Region inference

Author

Jan 2026

BedrockCRIS

Unlock global AI inference scalability using new global cross-region inference

Author

Jan 2026

AgentCoreBedrock

Democratizing business intelligence with Claude Agent SDK and AgentCore

Co-Author

Oct 2025

NVIDIASageMaker

Hosting NVIDIA speech NIM models on Amazon SageMaker AI

Author

Oct 2025

BedrockVoice AI

Building intelligent AI voice agents with Pipecat and Amazon Bedrock

Co-Author

Jun 2025

SageMakerSDK

Build and deploy AI inference workflows with new Amazon SageMaker Python SDK

Author

Jun 2025

SageMakerGraviton

Run small language models cost-efficiently with AWS Graviton and SageMaker AI

Author

Apr 2025

GenAINova

Build an automated generative AI solution evaluation pipeline with Amazon Nova

Author

Apr 2025

SageMaker

How Lumi streamlines loan approvals with Amazon SageMaker AI

Co-Author

Mar 2025

SageMakerInference

Enhance deployment guardrails with inference component rolling updates for SageMaker AI

Author

Nov 2025

BedrockCRIS

Introducing Amazon Bedrock cross-Region inference for Claude Sonnet 4.5 and Haiku 4.5 in Japan and Australia

Author

Nov 2025

BedrockCRIS

Accelerate generative AI innovation in Canada with Amazon Bedrock cross-region inference

Author

Dec 2024

SageMakerInference

Introducing Fast Model Loader in SageMaker Inference (Part 1)

Author

Dec 2024

SageMakerInference

Introducing Fast Model Loader in SageMaker Inference

Author

Dec 2024

SageMakerCaching

Supercharge your auto-scaling – Introducing Container Caching

Author

Dec 2024

SageMakerCost

Unlock cost savings with the new scale-down-to-zero feature in Amazon SageMaker Inference

Author

Sep 2023

GenAISageMaker

Build a generative AI-based content moderation solution on SageMaker JumpStart

Author

Jul 2023

SageMaker

Efficiently train, tune, and deploy custom ensembles using Amazon SageMaker

Author

Jun 2023

SageMakerCV

Implement a multi-object tracking solution on a custom dataset with SageMaker

Author

2022

SageMakerTriton

Host ML models on Amazon SageMaker using Triton

Author

Jul 2022

CVRekognition

Identify rooftop solar panels from satellite imagery using Amazon Rekognition

Author